{"id":"W2997984353","doi":"10.1111/trf.15649","title":"Blood loss from laboratory testing, anemia, and red blood cell transfusion in the intensive care unit: a retrospective study","year":2019,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; McMaster University Medical Centre; Population Health Research Institute; McMaster University","funders":"","keywords":"Medicine; Interquartile range; Phlebotomy; Intensive care unit; Anemia; Blood transfusion; Retrospective cohort study; Hematocrit; Hazard ratio; Confidence interval; Red blood cell; Emergency medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003848868,0.0003728034,0.0005602567,0.0002307348,0.0001638937,0.00004013911,0.0002118217,0.0001893765,0.0002284129],"category_scores_gemma":[0.00004992971,0.0002751541,0.00009443577,0.0008745459,0.00008617141,0.0001128683,0.00003930822,0.0007621335,0.00002063905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003445558,"about_ca_system_score_gemma":0.0000846941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002753257,"about_ca_topic_score_gemma":0.002542451,"domain_scores_codex":[0.997485,0.0002651023,0.0004433859,0.0008131436,0.0006273667,0.0003660191],"domain_scores_gemma":[0.9984704,0.0001328811,0.00006891826,0.0006650794,0.0005240472,0.0001387272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006958975,0.001950022,0.8276772,0.0003014989,0.0001018556,0.0009120248,0.06180826,0.000003932003,0.1052842,0.000026967,0.00004785491,0.00119028],"study_design_scores_gemma":[0.0256667,0.004232451,0.8621706,0.0004267055,0.001667726,0.00004901176,0.09363989,0.00002480464,0.0112438,0.00005060364,0.000430816,0.0003969048],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989759,0.0007229285,0.00001657921,0.0009602708,0.0001908183,0.004180883,0.00006373013,0.0001191887,0.003986621],"genre_scores_gemma":[0.9973137,0.000957428,0.0001675994,0.001180054,0.00007440097,0.00007454939,0.00004669604,0.00005124255,0.0001343228],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09404036,"threshold_uncertainty_score":0.9999701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01308036495616164,"score_gpt":0.2409365219096996,"score_spread":0.227856156953538,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}